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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CNN para detección y localización de fisuras en superficies \n",
    " <i align=\"center\">“Hay una grieta en todo, así es como entra la luz”. - Leonard Cohen</i>\n",
    "\n",
    "***\n",
    "\n",
    "## Descripción\n",
    "\n",
    "Implementación en Keras/Tensorflow de CNN para reconocer fisuras en imágenes de materiales. Se intenta reproducir el componente CNN de la cadena de procesamiento descripta en [1].  \n",
    "\n",
    "En el paper original se utilizan placas de acero inoxidable de ~267mm. Para este ensayo se usa el dataset más parecido que se encontró [2], que contiene imágenes de fisuras en concreto con 200.000 imágenes clasificadas en \"positivo\" y \"negativo\".\n",
    "\n",
    "> A. Inspection Videos\n",
    ">To develop and evaluate the proposed framework, videos of 20 underwater specimens, that represented internal nuclearpower plant components, were collected. The specimens were made of 304 stainless steel with media blasting to limit glare from the camera lights. The widths and heights of the specimens were approximately 267 mm. Each specimen had weld crowns, different number of grinding marks, scratches, and cracks on the surface that are normally found on internal nuclear power plant components.(...)\n",
    "\n",
    "\n",
    "## Referencias\n",
    "\n",
    "1. <cite data-cite=\"tie-2764844-pp\">NB-CNN: Deep Learning-Based Crack Detection Using Convolutional Neural Network and Naïve Bayes Data Fusion</cite>\n",
    "2. <cite>Özgenel, Çağlar Fırat (2018), “Concrete Crack Images for Classification”, Mendeley Data, v1 http://dx.doi.org/10.17632/5y9wdsg2zt.1#file-c0d86f9f-852e-4d00-bf45-9a0e24e3b932</cite>\n",
    "\n",
    "\n",
    "## Contenido\n",
    "* [Arquitectura de la CNN](#arq)\n",
    "* [Entrenamiento](#training)\n",
    "* [Demostración de Uso](#demo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import SVG\n",
    "import numpy\n",
    "import os\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from keras.models import load_model\n",
    "from keras.utils import plot_model\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "from keras.preprocessing import image\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configuration\n",
    "CHECKPOINT_BASE_PATH = \"../../checkpoints/crack-detection-basic-cnn/\"\n",
    "CHECKPOINT_FILENAME = \"weights.26-0.02.hdf5\"\n",
    "DATASET_BASE_PATH = \"../../data/datasets/\"\n",
    "DATASET_PATH = \"cracks-redux/\"\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10, 5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Arquitectura de la CNN<a class=\"anchor\" id=\"arq\"></a>\n",
    "\n",
    "Versión simplificada con una sóla capa de convolución. El clasificador final (capa dense_2) es Sigmoid (no Softmax)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_1 (Conv2D)            (None, 62, 62, 32)        896       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 31, 31, 32)        0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 30752)             0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 128)               3936384   \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 129       \n",
      "=================================================================\n",
      "Total params: 3,937,409\n",
      "Trainable params: 3,937,409\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    },
    {
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     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load json and create model\n",
    "model = load_model(CHECKPOINT_BASE_PATH+CHECKPOINT_FILENAME)\n",
    "plot_model(model, show_shapes=True)\n",
    "model.summary()\n",
    "SVG(model_to_dot(model).create(prog='dot', format='svg'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Entrenamiento <a class=\"anchor\" id=\"training\"></a>\n",
    "\n",
    "#### Parámetros de Entrenamiento\n",
    "\n",
    "Parámetro                 | Valor\n",
    "--------------------------|--------------------\n",
    "Algoritmo de Optimización | Adam\n",
    "Función Objetivo (Loss)   | Binary Cross-Entropy\n",
    "Muestras por Training Set | 400\n",
    "Muestras por Test Set     | 200\n",
    "Épocas                    | 30\n",
    "\n",
    "\n",
    "#### Configuración del Dataset y parámetros para aumento (Keras Image Generator)\n",
    "\n",
    "##### Tranining Set\n",
    "\n",
    "Parámetro         | Valor\n",
    "------------------|--------------------\n",
    "rescale           | 1./255\n",
    "shear_range       | 0.2\n",
    "zoom_range        | 0.2\n",
    "horizontal_flip   | True\n",
    "\n",
    "\n",
    "##### Test Set\n",
    "\n",
    "Parámetro         | Valor\n",
    "------------------|--------------------\n",
    "rescale           | 1./255\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Curvas de Entrenamiento: Precisión y Función Objetivo (Loss)\n",
    "\n",
    "TODO: poner tabla con tiempo de entrenamiento, PC y accuracy y loss finales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c806d1d2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "history_data = np.genfromtxt('history.csv', dtype=float, delimiter=',', names=True) \n",
    "\n",
    "# Accuracy\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(history_data['acc'])\n",
    "plt.plot(history_data['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.grid()\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "\n",
    "# Loss\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(history_data['loss'])\n",
    "plt.plot(history_data['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.grid()\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Demostración de Uso<a class=\"anchor\" id=\"demo\"></a> \n",
    "\n",
    "### Clasificación de imágenes individuales\n",
    "\n",
    "Ejemplo de clasificación de 16 imágenes de prueba, separadas del dataset original."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c806d1da58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_names = [ \"negative\", \"positive\" ]\n",
    "\n",
    "fig=plt.figure(figsize=(64, 64))\n",
    "n_columns = 4\n",
    "n_rows = 4\n",
    "for i in range(1, n_columns*n_rows +1):\n",
    "    img_filename = DATASET_BASE_PATH+ DATASET_PATH + \"demo/\" + str(i) + '.jpg'\n",
    "    img = cv2.imread(img_filename)\n",
    "    img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)    \n",
    "    img = cv2.resize(img, (64,64))\n",
    "    fig.add_subplot(n_rows, n_columns, i)\n",
    "    img_converted = img.reshape(1,64,64,3)\n",
    "    predicted_class =  numpy.round(model.predict(img_converted)[0][0]).astype(int)\n",
    "        \n",
    "    plt.imshow(img)\n",
    "    plt.title(class_names[int(predicted_class)], fontsize=60)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Búsqueda de ROIs en una imagen grande\n",
    "\n",
    "En este caso, interesa relevar de una imagen grande las regiones en las que se cree haber detectado una fisura. La imagen del ejemplo corresponde a una [Grieta en la Antártica](https://prensaantartica.com/2016/09/11/nasa-descubre-enorme-grieta-que-avanza-en-plataforma-de-hielo-en-la-antartica/)\n",
    "\n",
    "<img src=\"media/grieta-3.jpg\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c80737c400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('media/grieta-3.jpg')\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)    \n",
    "img_copy = np.copy(img)\n",
    "\n",
    "cell_width= 64\n",
    "cell_height= 64\n",
    "stride_x = int(cell_width/4)\n",
    "stride_y = int(cell_height/4)\n",
    "\n",
    "for x0 in range(0,int(img.shape[1])-cell_width,stride_x):\n",
    "    for y0 in range(0,int(img.shape[0])-cell_height,stride_y):            \n",
    "        x1 = x0 + 64\n",
    "        y1 = y0 + 64\n",
    "        subimg = img[y0:y1,x0:x1]                \n",
    "        subimg_converted = subimg.reshape(1,64,64,3)        \n",
    "        if numpy.isclose(model.predict(subimg_converted)[0][0], 1, rtol=1e-05, atol=1e-08, equal_nan=False):\n",
    "            has_crack = True\n",
    "        else:\n",
    "            has_crack = False\n",
    "        #print(y0,x0, has_crack)\n",
    "        if has_crack:\n",
    "            cv2.rectangle(img_copy, (x0, y0), (x1, y1), (255,0,0), 4)\n",
    "\n",
    "            \n",
    "plt.imshow(img_copy, aspect='auto')\n",
    "plt.title(\"Resultado con tamaño de celda 64x64 y paso de 16x16\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
